Text Classification
Transformers
ONNX
Safetensors
Rust
English
tool-use
function-calling
tool-calling
guardrails
verifier
shadow-mode
Eval Results (legacy)
Instructions to use cowWhySo/toolcall-verifier-classifier-production with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cowWhySo/toolcall-verifier-classifier-production with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="cowWhySo/toolcall-verifier-classifier-production")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("cowWhySo/toolcall-verifier-classifier-production", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "input": { | |
| "schema_version": "toolcall-verifier-input/v1", | |
| "user_request": "Generate a sales report from the Q4 2024 dataset.", | |
| "workflow_state": { | |
| "required_steps": [ | |
| "fetch_sales_data", | |
| "analyze_sales" | |
| ], | |
| "completed_steps": [], | |
| "pending_steps": [ | |
| "fetch_sales_data", | |
| "analyze_sales" | |
| ], | |
| "terminal_tools": [ | |
| "report" | |
| ], | |
| "recent_errors": [] | |
| }, | |
| "available_tools": [ | |
| { | |
| "name": "report", | |
| "description": "Produce final report.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": { | |
| "summary": { | |
| "type": "string" | |
| } | |
| }, | |
| "required": [ | |
| "summary" | |
| ] | |
| } | |
| }, | |
| { | |
| "name": "fetch_sales_data", | |
| "description": "Fetch sales data.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": { | |
| "quarter": { | |
| "type": "integer" | |
| }, | |
| "year": { | |
| "type": "integer" | |
| } | |
| }, | |
| "required": [ | |
| "quarter", | |
| "year" | |
| ] | |
| } | |
| }, | |
| { | |
| "name": "analyze_sales", | |
| "description": "Analyze sales.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": {} | |
| } | |
| } | |
| ], | |
| "candidate_call": { | |
| "name": "report", | |
| "arguments": { | |
| "summary": "Done." | |
| } | |
| } | |
| }, | |
| "serialized": "SCHEMA_VERSION:\ntoolcall-verifier-input/v1\n\nUSER_REQUEST:\nGenerate a sales report from the Q4 2024 dataset.\n\nWORKFLOW_STATE:\nrequired_steps=['fetch_sales_data', 'analyze_sales']\ncompleted_steps=[]\npending_steps=['fetch_sales_data', 'analyze_sales']\nterminal_tools=['report']\nrecent_errors=[]\n\nAVAILABLE_TOOLS:\nreport: Produce final report.\nPARAMETERS: {\"properties\": {\"summary\": {\"type\": \"string\"}}, \"required\": [\"summary\"], \"type\": \"object\"}\n\nfetch_sales_data: Fetch sales data.\nPARAMETERS: {\"properties\": {\"quarter\": {\"type\": \"integer\"}, \"year\": {\"type\": \"integer\"}}, \"required\": [\"quarter\", \"year\"], \"type\": \"object\"}\n\nanalyze_sales: Analyze sales.\nPARAMETERS: {\"properties\": {}, \"type\": \"object\"}\n\nCANDIDATE_CALL:\n{\"arguments\": {\"summary\": \"Done.\"}, \"name\": \"report\"}" | |
| } |